Explanation Generation on AIChartClaim
34.5ROUGE-LMEVER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MEVEREvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 34.5 | 27.8 | 21.3 | |
| MEVER w/o imagesEvidence Setting=retrieved, Input Modality=Text-only2026.02 | 33.7 | 26.3 | 21.1 | |
| DePlot+FlanT5Evidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 33.5 | 25.8 | 18.3 | |
| ChartGemmaEvidence Setting=retrieved, Input Modality=Chart-based2026.02 | 33.5 | 27.1 | 20.4 | |
| MochegModelEvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 33.4 | 25.7 | 18.2 | |
| UniChartEvidence Setting=retrieved, Input Modality=Chart-based2026.02 | 33.2 | 25.9 | 19.6 | |
| ECENetEvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 32.3 | 26.8 | 19.2 | |
| JustiLMEvidence Setting=retrieved, Input Modality=Text-only2026.02 | 21.7 | 16.8 | 12.4 | |
| GPT-4oEvidence Setting=retrieved, Input Modality=Multi-modal, Few-shot Setting=5-shot2026.02 | 18.2 | 23.2 | 16.1 |